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Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features IBM C orporation 2003 European Red Brick Users’ Group Conference 2003

Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

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Page 1: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

Cindy Fung

Milano, Italy September 9 – September 10, 2003

IBM Red Brick Warehouse Server 6.3 Features

IBM Corporation 2003

European Red Brick Users’ Group Conference 2003

European Red Brick Users’ Group Conference 2003

Page 2: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

6.3 Features

Major Performance Improvements Dynamic Smartscan

Memory mapping of dimension index/tables for STARjoin

TARGETjoin improvements for local index

Optimizer hints to specify STARindex for fact-to-fact STARjoin

Table Management Utility (TMU) Memory Tuning

Vista Maintenance Enhancement

Major Usability Improvements Additional SQL/OLAP functions

Expression support in the Loader

XML Improvements in Loader

Compact System Catalog Utility

Page 3: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

6.3 Features

Major Usability Improvements – cont’d Allow 3GB Address Space on Windows Platform

Delimiter enhancements in Loading and Exporting

Alter Table with Working Segment

Interoperability with DB2 products

System Port Support HP Itanium Product Family (IPF)

OS Versions Upgrade AIX v5.2

Sun Solaris 9

HP-UX IPF 11i

Windows32 on Server 2003

Page 4: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Dynamic SmartScan

Additional queries could be considered for SmartScan segment elimination

Include constraints not on the segment column and the fact table is segmented by the referenced foreign key

RISQL> Select Sum(Dollars) From Sales, Period

Where Sales.perkey = Period.perkey and

Period.date >= ’01-01-01’ and (dimension non-primary

Period.date <= ’12-31-01’; key constraints)

Improve selectivity estimates, consider results of segment elimination, both static and dynamic segment elimination

more accurate STARjoin plan choices selection

Page 5: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

MMAP Dimension Table/Index

Reduce CPU overhead and I/O system calls by mmap dimension indexes and tables into shared memory

Apply to STARjoin/TARGETjoin/tablescan plans Typically contain Btree-1-1-Match (B11M) and Functional Join operators

to perform joins and row fetches to dimension tables

High benefit for queries with large number of rows produced from join(s) below the B11M and Functional Join operators

Mmap could potentially improve performance of

B11M when mmap corresponding dimension primary index Functional Join when mmap corresponding table Multiple queries/users sharing the single copy in shared memory

Page 6: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

TARGETjoin Performance

Improve performance of TARGETjoin Particularly for local indexes

More consistent performance between tightly and loosely constraints

More efficient index access for target join and scan operators

Local Index TARGETjoin improvement from 0 - 500% Preliminary test results approaching STARjoin performance in about 50%

of the time

Allow single column B-Tree indexes in TARGETjoin Consider B-Tree index on foreign keys with very large dimensions

Page 7: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Optimizer Hints

STAR indexes can be specified for queries on a per table basis Must be careful when overriding optimizer selection

Only settable available, not persistent across sessions

Can be set for : A specific STAR index

Multiple STAR indexes

Set of STAR indexes on a multi-fact table combination

Page 8: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

TMU Memory Tuning

Better control over TMU memory resource usage

Allows TMU buffer memory to be tuned according to the load job

Introduces memory balancing between parallel loader tasks

Quickly allocate large amounts of buffer memory

Prevents excessive use of system memory by defining a maximum amount of buffer memory that could be used by the load job

Reports on TMU buffer usage: fine tuning for repetitive load jobs

Page 9: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

TMU Memory Tuning

Tuning rule of thumb: more logical I/O requires more buffers

Syntax:

SET TMU MAX BUFFERS number_of_blocks

SET TMU CONVERSION BUFFER PERCENT p

SET TMU OUTPUT BUFFER PERCENT p

SET TMU INDEX BUFFER PERCENT p

Recommend using new tunables over SET TMU BUFFERS approach

Page 10: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Vista Maintenance Enhancements

Currently, precomputed views grouped by nullable columns can only be maintained by rebuilding them from the detail data

This restriction will be relaxed in 6.3

Precomputed views grouped by nullable columns can be maintained incrementally

Page 11: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Vista Maintenance Enhancements

create view sales_view as (select region, year, sum(dollars) as sum_dollars from sales, market, period

where sales.perkey = period.perkey and sales.mktkey = market.mktkey

group by region, year)using sales_agg (region, year, sum_dollars);

create view sales_view as (select region, year, sum(dollars) as sum_dollars from sales, market, period

where sales.perkey = period.perkey and sales.mktkey = market.mktkey

group by region, year)using sales_agg (region, year, sum_dollars);

Where region and year are nullableWhere region and year are nullable

Page 12: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Vista Maintenance Enhancements

RISQL> update sales set dollars = dollars+1 where promokey > 5;** WARNING ** (1932) The precomputed view SALES_VIEW has been marked invalid.** INFORMATION ** (212) Rows updated: 2.** STATISTICS ** (1458) CHOOSE PLAN (ID: 1) Choice: 1 was chosen 1 times.** STATISTICS ** (1976) Precomputed view SALES_VIEW maintained by incremental

maintenance.** STATISTICS ** (1458) CHOOSE PLAN (ID: 5) Choice: 1 was chosen 1 times.** STATISTICS ** (1971) Precomputed view maintenance for SALES_VIEW caused rows

to be updated in SALES_AGG. Rows updated: 2.** STATISTICS ** (1458) CHOOSE PLAN (ID: 8) Choice: 1 was chosen 1 times.** WARNING ** (1967) Precomputed view maintenance for SALES_VIEW succeeded and

it has been marked valid.

RISQL> update sales set dollars = dollars+1 where promokey > 5;** WARNING ** (1932) The precomputed view SALES_VIEW has been marked invalid.** INFORMATION ** (212) Rows updated: 2.** STATISTICS ** (1458) CHOOSE PLAN (ID: 1) Choice: 1 was chosen 1 times.** STATISTICS ** (1976) Precomputed view SALES_VIEW maintained by incremental

maintenance.** STATISTICS ** (1458) CHOOSE PLAN (ID: 5) Choice: 1 was chosen 1 times.** STATISTICS ** (1971) Precomputed view maintenance for SALES_VIEW caused rows

to be updated in SALES_AGG. Rows updated: 2.** STATISTICS ** (1458) CHOOSE PLAN (ID: 8) Choice: 1 was chosen 1 times.** WARNING ** (1967) Precomputed view maintenance for SALES_VIEW succeeded and

it has been marked valid.

Page 13: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

More SQL/OLAP Functions

Distribution FunctionsCUME_DISTPERCENT_RANK

Inverse Distribution Functions (Median)PERCENTILE_CONTPERCENTILE_DISC

Scalar function ROUND

Page 14: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Distribution Functions CUME_DIST() computes the position of specified row value relative

to the set of values (# of values equal to or less than x) / (total # of values)

PERCENT_RANK() returns the percent rank of a value relative to a group of values

(rank of row in partition –1) / (# of rows in partition –1)

Example

Price Percent_rank

Cume_dist

100,000 0 0.25

220,000 0.33 0.75

220,000 0.33 0.75

230,000 1 1

Page 15: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Inverse Distribution Functions

Answers question such as “What is the median (50th percentile) value of my data?”

Require a sort specification and a parameter that takes a value between 0 and 1

Use the new WITHIN GROUP clause to specify the data ordering

Compute the results within a partition

ExampleSelect Area, Price,

PERCENTILE_CONT(0.5) WITHIN GROUP (Order by Price) OVER (Partition by Area) as Median_cont,

PERCENTILE_DISC(0.5) WITHIN GROUP (Order by Price) OVER (Partition By Area) as Median_disc

From Homes;

Page 16: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Inverse Distribution Functions - 2

For continuous distribution, interpolate between uptown rows 2 and 3

For discrete distribution, select a distinct value from row 2

AreaArea Area Price Median_cont Median_disc

Uptown 310,000 550,000 500,000

Uptown 500,000 550,000 500,000

Uptown 600,000 550,000 500,000

Uptown 700,000 550,000 500,000

Downtown 100,000 220,000 220,000

Downtown 220,000 220,000 220,000

Downtown 230,000 220,000 220,000

Page 17: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

ROUND() scalar function

ROUND() returns rounded number to the integer places left or right of the decimal point

Examples ROUND (864.827, 2) = 864.830

ROUND (864.827, 1) = 864.800

ROUND (864.827, 0) = 865.000

ROUND (864.827, -1) = 860.000

ROUND (864.827, -2) = 900.000

ROUND (864.827, -3) = 1000.000

Page 18: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Expression Support in Loader

Input data can now be modified while being loaded to a table

Basic arithmetic operations now supported

Modification also possible based on conditions

A pseudo column can now be assigned to a target column

Multiple conditions now possible in ACCEPT/REJECT clause with some limitations

Highly requested functionality

More integrated with the server than ETL tools

Page 19: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Expression Support in Loader

Syntax: (snippets from TMU control file)

Arithmetic expressions:$A POSITION(2) INTEGER EXTERNAL(10),ColA ($A + 5)/2

Conditions:$A POSITION(2) INTEGER EXTERNAL(10),ColB CASE WHEN $A > 5 THEN $A+3

WHEN $A = 5 THEN $A-1 ELSE $A+1

Page 20: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Expression Support in Loader

Pseudo column assignment$A POSITION(2) INTEGER EXTERNAL(10),ColC $A

ACCEPT/REJECT clause

ACCEPT ($A > 5 AND $B < 10) OR ($C = 15)

Limitation:If real columns are used, then just a single condition is allowed. With pseudo columns multiple conditions are allowed (example above)

Page 21: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

XML Improvements in Loader

Extends TMU and SQL Export functionality to provide additional XML support

XML multiple namespaces support

Export generates default namespace

Upgrade to the IBM XML4C v5.x parser key performance enhancements as well as critical fixes over 6.2

Xerces version

Seamless upgrade to new parser

Page 22: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

XML Improvements in Loader

TMU Support for using multiple namespaces in the input XML file Choose elements and attributes from the input XML file,

by their Namespace Prefixes.

SQL EXPORT generates default Namespace URI.

Facilitates use of Namespaces: Data integration: Where data from different sources to be loaded

can be identified by different namespaces.

Tools/Process Integration: XML data that are generated or used by various tools rely on namespaces.

Standards compliance: All XML standards like XML-Schema, XSL etc. make heavy use of XML namespace terminology.

Page 23: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group

®

IBM Software Group

Nested XML structures semanticsMultiple occurrences of an XML tag within a ‘Processing Unit’

can cause the generation of multiple row combinations:<ALLProducts> …::<product><brand> Aroma

<category name=’Coffee’grind=’Whole bean’ weight=’2’/>

<category name=’Coffee’grind=’Espresso’ weight=’1’/>

</brand></product>::</ALLProduces>

One ‘product’Processing Unit

Multiple ‘product’ Rows 1EspressoCoffeeAroma

2Whole bean

CoffeeAroma

WeightGrindNameBrand

Page 24: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Compact System Catalog

Compacts free space within system catalog Occurs when objects are freed but not at the end of the catalog

Extension of System Catalog enhancement in 6.2 where free space is released at the end of the system catalog

Rb_syscompact Does the compaction

Requires DBA privilege

Creates a backup file

Checks for catalog sanity before compaction

-show option reports percentage that could be recovered

Page 25: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

3GB Address Space on Windows

Extend beyond 32-bit memory access limit

Increase virtual address space from 2GB to 3GB

Feature Advantages More data can be cached in physical memory

Greater scalability and performance

Supported on 32-bit versions of the Windows® 2000 Advanced Server

32-bit versions of Windows.NET Server

Enabled on executables: rb_tmu.exe, rb_ptmu.exe, rbw.exe, rbwtest.exe and risqltty.exe

Page 26: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

3GB Address Space on Windows

Things to do before the Feature taking the effect :

1. Adding /3GB into the boot.ini file

[boot loader] timeout=30 default=multi(0)disk(0)rdisk(0)partition(2)\WINDOWS [operating systems] multi(0)disk(0)rdisk(0)partition(2)\WINDOWS="????“ /3GB

2. Allocating enough swapping spaces

set the total paging file size to 150% of physical memory or if your system has more than 2GB of physical memory, then set the total paging file size to 3GB

Maximum of 3GB virtual bytes can be committed per process. We can monitor the behavior through the performance monitor

Page 27: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Loading with Multiple Characters Separator

Apply to loading and exporting in delimited format

new load format clause syntax: format separated by ‘ <separator> ’ [ enclosed by ‘<string delimiter>’ ]

Separator may consist of 1 to 10 characters may be composed of single or multi-byte characters

Feature Advantages: Data generated by other ETL tools that use multiple characters

separator could be loaded directly without modification

Data containing separator string will be loaded correctly as long as the data is enclosed within the string delimiter

Page 28: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Loading in Multiple Characters Separator &Export with String Delimiter Support

Changes affect only the loading and exporting in delimited format.

Loading:

new loading format clause syntax: format separated by ‘ <separator> ’ [ enclosed by ‘<string delimiter>’ ]

Separator can consist of one to ten characters and can be composed of single or multibyte characters

String delimiter must be one character and it can be composed of single or multibyte character. String delimiter usage is optional.

String delimiter cannot match with any separator characters

Both separator and string delimiter cannot contain a carriage return character, a line feed character, a single quote, a radix point, or a binary zero.

Page 29: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Loading in Multiple Characters Separator &Export with String Delimiter Support

If the data contains the string delimiter character, we have to escape the data

e.g. If we plan to load the data Apt#12 and string delimiter is # , then the input file will look like : #Apt##12#|#…..#|#……#|

Feature Advantages: Data generated by other ETL tools that using multiple characters separator can be

loaded directly without modification.

Data containing separator string will be loaded correctly as long as the data is enclosed within the string delimiter.

Export: New export command syntax: export to ‘xxx’ format delimited [by ‘<export delimiter>’ ] [enclosed by ‘<string delimiter>’ ]

(<select query>);

Export delimiter and string delimiter must be one character and it can be composed of single or multibyte character.

Page 30: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Loading in Multiple Characters Separator &Export with String Delimiter Support

String delimiter cannot be the same as export delimiter.

Both export delimiter and string delimiter cannot be a carriage return character, a line feed character, a single quote, a radix point, or a binary zero.

If the export data that contains the string delimiter character, we have to escape the character in the output file

e.g. data inside the table is Apt#12 and the string delimiter is #, the export data output file will look like:

#Apt##12#|#…#|#…#| Feature Advantages:

User can choose different export delimiter for each export command.

Export data can be directly load back into the Database using loader.

Export delimiter can be part of the data content when string delimiter encloses the data.

Page 31: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Export with String Delimiter Support

Adds delimiter support to enclose a string

New export command syntax: export to ‘xxx’ format delimited [by ‘<export delimiter>’ ] [enclosed by ‘<string

delimiter>’ ] (<select query>);

Export delimiter and string delimiter must be one character may be composed of single or multi-byte character

Feature Advantages: May specify a different export delimiter for each export command

Export data may be directly loaded back into a database using the loader

Export delimiter can be part of the data content when string delimiter encloses the data

Page 32: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

ALTER TABLE Using a Working Segment

Provides more reliable recoverability of failed alter operations than existing alter table IN_PLACE

Working segment can be reused after the alter operation is over

The table is still altered in place, working segment is backup copy

Syntax:

ALTER TABLE <table_name> [ADD | DROP] COLUMN

IN_PLACE [USING <segment_name>]

New feature is strongly recommended over IN_PLACE alter

Page 33: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

ALTER TABLE enhancements

Much requested feature

Combines nominal space requirements of IN_PLACE alter with reliable recovery characteristic of alter in other segments

As a table segment is altered, its original contents are temporarily stored in a standard, user-defined segment (a ‘working segment’)

If the alter fails (e.g. due to a full disk), original contents of the table segment are available in the working segment for the alter to be resumed and completed successfully

Additional disk space required for the working segment is only as much as the largest segment of the table

Page 34: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

HP-Itanium Porting Project

A native port, not architectural emulation Yields high performance by directly taking advantage of Itanium’s

architecture

No need to convert data Red Brick databases created on PA-RISC will be fully compatible with

Red Brick on HP-Itanium

For TRU64, data must be unloaded externally, then loaded to HP-UX

Must be done because of little-to-big Endian conversion

64-bit Driver Manager port from DataDirect

Currently, no vendors plan to support XBSA Backup/Restore interface on HP-Itanium

BAR to files or UNIX tapes

Page 35: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Interoperability DB2 Products

Warehouse Manager support Red Brick in DB2 8.1 FP2

QMF for Windows (ODBC only)

Tivoli Storage Manager

Information Integrator R1 with DB2 V8.1 FP4 Started beta in August

GA in November 2003

Intelligent Miner for Data Under consideration

Page 36: Cindy Fung Milano, Italy September 9 – September 10, 2003 IBM Red Brick Warehouse Server 6.3 Features European Red Brick Users Group Conference 2003

IBM Software Group | DB2 Information Management Software

IBM Data Management Technical Conference

Questions ?